__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_3 (InputLayer) (None, 299, 299, 3) 0
__________________________________________________________________________________________________
conv2d_189 (Conv2D) (None, 149, 149, 32) 864 input_3[0][0]
__________________________________________________________________________________________________
batch_normalization_189 (BatchN (None, 149, 149, 32) 96 conv2d_189[0][0]
__________________________________________________________________________________________________
activation_189 (Activation) (None, 149, 149, 32) 0 batch_normalization_189[0][0]
__________________________________________________________________________________________________
conv2d_190 (Conv2D) (None, 147, 147, 32) 9216 activation_189[0][0]
__________________________________________________________________________________________________
batch_normalization_190 (BatchN (None, 147, 147, 32) 96 conv2d_190[0][0]
__________________________________________________________________________________________________
activation_190 (Activation) (None, 147, 147, 32) 0 batch_normalization_190[0][0]
__________________________________________________________________________________________________
conv2d_191 (Conv2D) (None, 147, 147, 64) 18432 activation_190[0][0]
__________________________________________________________________________________________________
batch_normalization_191 (BatchN (None, 147, 147, 64) 192 conv2d_191[0][0]
__________________________________________________________________________________________________
activation_191 (Activation) (None, 147, 147, 64) 0 batch_normalization_191[0][0]
__________________________________________________________________________________________________
max_pooling2d_9 (MaxPooling2D) (None, 73, 73, 64) 0 activation_191[0][0]
__________________________________________________________________________________________________
conv2d_192 (Conv2D) (None, 73, 73, 80) 5120 max_pooling2d_9[0][0]
__________________________________________________________________________________________________
batch_normalization_192 (BatchN (None, 73, 73, 80) 240 conv2d_192[0][0]
__________________________________________________________________________________________________
activation_192 (Activation) (None, 73, 73, 80) 0 batch_normalization_192[0][0]
__________________________________________________________________________________________________
conv2d_193 (Conv2D) (None, 71, 71, 192) 138240 activation_192[0][0]
__________________________________________________________________________________________________
batch_normalization_193 (BatchN (None, 71, 71, 192) 576 conv2d_193[0][0]
__________________________________________________________________________________________________
activation_193 (Activation) (None, 71, 71, 192) 0 batch_normalization_193[0][0]
__________________________________________________________________________________________________
max_pooling2d_10 (MaxPooling2D) (None, 35, 35, 192) 0 activation_193[0][0]
__________________________________________________________________________________________________
conv2d_197 (Conv2D) (None, 35, 35, 64) 12288 max_pooling2d_10[0][0]
__________________________________________________________________________________________________
batch_normalization_197 (BatchN (None, 35, 35, 64) 192 conv2d_197[0][0]
__________________________________________________________________________________________________
activation_197 (Activation) (None, 35, 35, 64) 0 batch_normalization_197[0][0]
__________________________________________________________________________________________________
conv2d_195 (Conv2D) (None, 35, 35, 48) 9216 max_pooling2d_10[0][0]
__________________________________________________________________________________________________
conv2d_198 (Conv2D) (None, 35, 35, 96) 55296 activation_197[0][0]
__________________________________________________________________________________________________
batch_normalization_195 (BatchN (None, 35, 35, 48) 144 conv2d_195[0][0]
__________________________________________________________________________________________________
batch_normalization_198 (BatchN (None, 35, 35, 96) 288 conv2d_198[0][0]
__________________________________________________________________________________________________
activation_195 (Activation) (None, 35, 35, 48) 0 batch_normalization_195[0][0]
__________________________________________________________________________________________________
activation_198 (Activation) (None, 35, 35, 96) 0 batch_normalization_198[0][0]
__________________________________________________________________________________________________
average_pooling2d_19 (AveragePo (None, 35, 35, 192) 0 max_pooling2d_10[0][0]
__________________________________________________________________________________________________
conv2d_194 (Conv2D) (None, 35, 35, 64) 12288 max_pooling2d_10[0][0]
__________________________________________________________________________________________________
conv2d_196 (Conv2D) (None, 35, 35, 64) 76800 activation_195[0][0]
__________________________________________________________________________________________________
conv2d_199 (Conv2D) (None, 35, 35, 96) 82944 activation_198[0][0]
__________________________________________________________________________________________________
conv2d_200 (Conv2D) (None, 35, 35, 32) 6144 average_pooling2d_19[0][0]
__________________________________________________________________________________________________
batch_normalization_194 (BatchN (None, 35, 35, 64) 192 conv2d_194[0][0]
__________________________________________________________________________________________________
batch_normalization_196 (BatchN (None, 35, 35, 64) 192 conv2d_196[0][0]
__________________________________________________________________________________________________
batch_normalization_199 (BatchN (None, 35, 35, 96) 288 conv2d_199[0][0]
__________________________________________________________________________________________________
batch_normalization_200 (BatchN (None, 35, 35, 32) 96 conv2d_200[0][0]
__________________________________________________________________________________________________
activation_194 (Activation) (None, 35, 35, 64) 0 batch_normalization_194[0][0]
__________________________________________________________________________________________________
activation_196 (Activation) (None, 35, 35, 64) 0 batch_normalization_196[0][0]
__________________________________________________________________________________________________
activation_199 (Activation) (None, 35, 35, 96) 0 batch_normalization_199[0][0]
__________________________________________________________________________________________________
activation_200 (Activation) (None, 35, 35, 32) 0 batch_normalization_200[0][0]
__________________________________________________________________________________________________
mixed0 (Concatenate) (None, 35, 35, 256) 0 activation_194[0][0]
activation_196[0][0]
activation_199[0][0]
activation_200[0][0]
__________________________________________________________________________________________________
conv2d_204 (Conv2D) (None, 35, 35, 64) 16384 mixed0[0][0]
__________________________________________________________________________________________________
batch_normalization_204 (BatchN (None, 35, 35, 64) 192 conv2d_204[0][0]
__________________________________________________________________________________________________
activation_204 (Activation) (None, 35, 35, 64) 0 batch_normalization_204[0][0]
__________________________________________________________________________________________________
conv2d_202 (Conv2D) (None, 35, 35, 48) 12288 mixed0[0][0]
__________________________________________________________________________________________________
conv2d_205 (Conv2D) (None, 35, 35, 96) 55296 activation_204[0][0]
__________________________________________________________________________________________________
batch_normalization_202 (BatchN (None, 35, 35, 48) 144 conv2d_202[0][0]
__________________________________________________________________________________________________
batch_normalization_205 (BatchN (None, 35, 35, 96) 288 conv2d_205[0][0]
__________________________________________________________________________________________________
activation_202 (Activation) (None, 35, 35, 48) 0 batch_normalization_202[0][0]
__________________________________________________________________________________________________
activation_205 (Activation) (None, 35, 35, 96) 0 batch_normalization_205[0][0]
__________________________________________________________________________________________________
average_pooling2d_20 (AveragePo (None, 35, 35, 256) 0 mixed0[0][0]
__________________________________________________________________________________________________
conv2d_201 (Conv2D) (None, 35, 35, 64) 16384 mixed0[0][0]
__________________________________________________________________________________________________
conv2d_203 (Conv2D) (None, 35, 35, 64) 76800 activation_202[0][0]
__________________________________________________________________________________________________
conv2d_206 (Conv2D) (None, 35, 35, 96) 82944 activation_205[0][0]
__________________________________________________________________________________________________
conv2d_207 (Conv2D) (None, 35, 35, 64) 16384 average_pooling2d_20[0][0]
__________________________________________________________________________________________________
batch_normalization_201 (BatchN (None, 35, 35, 64) 192 conv2d_201[0][0]
__________________________________________________________________________________________________
batch_normalization_203 (BatchN (None, 35, 35, 64) 192 conv2d_203[0][0]
__________________________________________________________________________________________________
batch_normalization_206 (BatchN (None, 35, 35, 96) 288 conv2d_206[0][0]
__________________________________________________________________________________________________
batch_normalization_207 (BatchN (None, 35, 35, 64) 192 conv2d_207[0][0]
__________________________________________________________________________________________________
activation_201 (Activation) (None, 35, 35, 64) 0 batch_normalization_201[0][0]
__________________________________________________________________________________________________
activation_203 (Activation) (None, 35, 35, 64) 0 batch_normalization_203[0][0]
__________________________________________________________________________________________________
activation_206 (Activation) (None, 35, 35, 96) 0 batch_normalization_206[0][0]
__________________________________________________________________________________________________
activation_207 (Activation) (None, 35, 35, 64) 0 batch_normalization_207[0][0]
__________________________________________________________________________________________________
mixed1 (Concatenate) (None, 35, 35, 288) 0 activation_201[0][0]
activation_203[0][0]
activation_206[0][0]
activation_207[0][0]
__________________________________________________________________________________________________
conv2d_211 (Conv2D) (None, 35, 35, 64) 18432 mixed1[0][0]
__________________________________________________________________________________________________
batch_normalization_211 (BatchN (None, 35, 35, 64) 192 conv2d_211[0][0]
__________________________________________________________________________________________________
activation_211 (Activation) (None, 35, 35, 64) 0 batch_normalization_211[0][0]
__________________________________________________________________________________________________
conv2d_209 (Conv2D) (None, 35, 35, 48) 13824 mixed1[0][0]
__________________________________________________________________________________________________
conv2d_212 (Conv2D) (None, 35, 35, 96) 55296 activation_211[0][0]
__________________________________________________________________________________________________
batch_normalization_209 (BatchN (None, 35, 35, 48) 144 conv2d_209[0][0]
__________________________________________________________________________________________________
batch_normalization_212 (BatchN (None, 35, 35, 96) 288 conv2d_212[0][0]
__________________________________________________________________________________________________
activation_209 (Activation) (None, 35, 35, 48) 0 batch_normalization_209[0][0]
__________________________________________________________________________________________________
activation_212 (Activation) (None, 35, 35, 96) 0 batch_normalization_212[0][0]
__________________________________________________________________________________________________
average_pooling2d_21 (AveragePo (None, 35, 35, 288) 0 mixed1[0][0]
__________________________________________________________________________________________________
conv2d_208 (Conv2D) (None, 35, 35, 64) 18432 mixed1[0][0]
__________________________________________________________________________________________________
conv2d_210 (Conv2D) (None, 35, 35, 64) 76800 activation_209[0][0]
__________________________________________________________________________________________________
conv2d_213 (Conv2D) (None, 35, 35, 96) 82944 activation_212[0][0]
__________________________________________________________________________________________________
conv2d_214 (Conv2D) (None, 35, 35, 64) 18432 average_pooling2d_21[0][0]
__________________________________________________________________________________________________
batch_normalization_208 (BatchN (None, 35, 35, 64) 192 conv2d_208[0][0]
__________________________________________________________________________________________________
batch_normalization_210 (BatchN (None, 35, 35, 64) 192 conv2d_210[0][0]
__________________________________________________________________________________________________
batch_normalization_213 (BatchN (None, 35, 35, 96) 288 conv2d_213[0][0]
__________________________________________________________________________________________________
batch_normalization_214 (BatchN (None, 35, 35, 64) 192 conv2d_214[0][0]
__________________________________________________________________________________________________
activation_208 (Activation) (None, 35, 35, 64) 0 batch_normalization_208[0][0]
__________________________________________________________________________________________________
activation_210 (Activation) (None, 35, 35, 64) 0 batch_normalization_210[0][0]
__________________________________________________________________________________________________
activation_213 (Activation) (None, 35, 35, 96) 0 batch_normalization_213[0][0]
__________________________________________________________________________________________________
activation_214 (Activation) (None, 35, 35, 64) 0 batch_normalization_214[0][0]
__________________________________________________________________________________________________
mixed2 (Concatenate) (None, 35, 35, 288) 0 activation_208[0][0]
activation_210[0][0]
activation_213[0][0]
activation_214[0][0]
__________________________________________________________________________________________________
conv2d_216 (Conv2D) (None, 35, 35, 64) 18432 mixed2[0][0]
__________________________________________________________________________________________________
batch_normalization_216 (BatchN (None, 35, 35, 64) 192 conv2d_216[0][0]
__________________________________________________________________________________________________
activation_216 (Activation) (None, 35, 35, 64) 0 batch_normalization_216[0][0]
__________________________________________________________________________________________________
conv2d_217 (Conv2D) (None, 35, 35, 96) 55296 activation_216[0][0]
__________________________________________________________________________________________________
batch_normalization_217 (BatchN (None, 35, 35, 96) 288 conv2d_217[0][0]
__________________________________________________________________________________________________
activation_217 (Activation) (None, 35, 35, 96) 0 batch_normalization_217[0][0]
__________________________________________________________________________________________________
conv2d_215 (Conv2D) (None, 17, 17, 384) 995328 mixed2[0][0]
__________________________________________________________________________________________________
conv2d_218 (Conv2D) (None, 17, 17, 96) 82944 activation_217[0][0]
__________________________________________________________________________________________________
batch_normalization_215 (BatchN (None, 17, 17, 384) 1152 conv2d_215[0][0]
__________________________________________________________________________________________________
batch_normalization_218 (BatchN (None, 17, 17, 96) 288 conv2d_218[0][0]
__________________________________________________________________________________________________
activation_215 (Activation) (None, 17, 17, 384) 0 batch_normalization_215[0][0]
__________________________________________________________________________________________________
activation_218 (Activation) (None, 17, 17, 96) 0 batch_normalization_218[0][0]
__________________________________________________________________________________________________
max_pooling2d_11 (MaxPooling2D) (None, 17, 17, 288) 0 mixed2[0][0]
__________________________________________________________________________________________________
mixed3 (Concatenate) (None, 17, 17, 768) 0 activation_215[0][0]
activation_218[0][0]
max_pooling2d_11[0][0]
__________________________________________________________________________________________________
conv2d_223 (Conv2D) (None, 17, 17, 128) 98304 mixed3[0][0]
__________________________________________________________________________________________________
batch_normalization_223 (BatchN (None, 17, 17, 128) 384 conv2d_223[0][0]
__________________________________________________________________________________________________
activation_223 (Activation) (None, 17, 17, 128) 0 batch_normalization_223[0][0]
__________________________________________________________________________________________________
conv2d_224 (Conv2D) (None, 17, 17, 128) 114688 activation_223[0][0]
__________________________________________________________________________________________________
batch_normalization_224 (BatchN (None, 17, 17, 128) 384 conv2d_224[0][0]
__________________________________________________________________________________________________
activation_224 (Activation) (None, 17, 17, 128) 0 batch_normalization_224[0][0]
__________________________________________________________________________________________________
conv2d_220 (Conv2D) (None, 17, 17, 128) 98304 mixed3[0][0]
__________________________________________________________________________________________________
conv2d_225 (Conv2D) (None, 17, 17, 128) 114688 activation_224[0][0]
__________________________________________________________________________________________________
batch_normalization_220 (BatchN (None, 17, 17, 128) 384 conv2d_220[0][0]
__________________________________________________________________________________________________
batch_normalization_225 (BatchN (None, 17, 17, 128) 384 conv2d_225[0][0]
__________________________________________________________________________________________________
activation_220 (Activation) (None, 17, 17, 128) 0 batch_normalization_220[0][0]
__________________________________________________________________________________________________
activation_225 (Activation) (None, 17, 17, 128) 0 batch_normalization_225[0][0]
__________________________________________________________________________________________________
conv2d_221 (Conv2D) (None, 17, 17, 128) 114688 activation_220[0][0]
__________________________________________________________________________________________________
conv2d_226 (Conv2D) (None, 17, 17, 128) 114688 activation_225[0][0]
__________________________________________________________________________________________________
batch_normalization_221 (BatchN (None, 17, 17, 128) 384 conv2d_221[0][0]
__________________________________________________________________________________________________
batch_normalization_226 (BatchN (None, 17, 17, 128) 384 conv2d_226[0][0]
__________________________________________________________________________________________________
activation_221 (Activation) (None, 17, 17, 128) 0 batch_normalization_221[0][0]
__________________________________________________________________________________________________
activation_226 (Activation) (None, 17, 17, 128) 0 batch_normalization_226[0][0]
__________________________________________________________________________________________________
average_pooling2d_22 (AveragePo (None, 17, 17, 768) 0 mixed3[0][0]
__________________________________________________________________________________________________
conv2d_219 (Conv2D) (None, 17, 17, 192) 147456 mixed3[0][0]
__________________________________________________________________________________________________
conv2d_222 (Conv2D) (None, 17, 17, 192) 172032 activation_221[0][0]
__________________________________________________________________________________________________
conv2d_227 (Conv2D) (None, 17, 17, 192) 172032 activation_226[0][0]
__________________________________________________________________________________________________
conv2d_228 (Conv2D) (None, 17, 17, 192) 147456 average_pooling2d_22[0][0]
__________________________________________________________________________________________________
batch_normalization_219 (BatchN (None, 17, 17, 192) 576 conv2d_219[0][0]
__________________________________________________________________________________________________
batch_normalization_222 (BatchN (None, 17, 17, 192) 576 conv2d_222[0][0]
__________________________________________________________________________________________________
batch_normalization_227 (BatchN (None, 17, 17, 192) 576 conv2d_227[0][0]
__________________________________________________________________________________________________
batch_normalization_228 (BatchN (None, 17, 17, 192) 576 conv2d_228[0][0]
__________________________________________________________________________________________________
activation_219 (Activation) (None, 17, 17, 192) 0 batch_normalization_219[0][0]
__________________________________________________________________________________________________
activation_222 (Activation) (None, 17, 17, 192) 0 batch_normalization_222[0][0]
__________________________________________________________________________________________________
activation_227 (Activation) (None, 17, 17, 192) 0 batch_normalization_227[0][0]
__________________________________________________________________________________________________
activation_228 (Activation) (None, 17, 17, 192) 0 batch_normalization_228[0][0]
__________________________________________________________________________________________________
mixed4 (Concatenate) (None, 17, 17, 768) 0 activation_219[0][0]
activation_222[0][0]
activation_227[0][0]
activation_228[0][0]
__________________________________________________________________________________________________
conv2d_233 (Conv2D) (None, 17, 17, 160) 122880 mixed4[0][0]
__________________________________________________________________________________________________
batch_normalization_233 (BatchN (None, 17, 17, 160) 480 conv2d_233[0][0]
__________________________________________________________________________________________________
activation_233 (Activation) (None, 17, 17, 160) 0 batch_normalization_233[0][0]
__________________________________________________________________________________________________
conv2d_234 (Conv2D) (None, 17, 17, 160) 179200 activation_233[0][0]
__________________________________________________________________________________________________
batch_normalization_234 (BatchN (None, 17, 17, 160) 480 conv2d_234[0][0]
__________________________________________________________________________________________________
activation_234 (Activation) (None, 17, 17, 160) 0 batch_normalization_234[0][0]
__________________________________________________________________________________________________
conv2d_230 (Conv2D) (None, 17, 17, 160) 122880 mixed4[0][0]
__________________________________________________________________________________________________
conv2d_235 (Conv2D) (None, 17, 17, 160) 179200 activation_234[0][0]
__________________________________________________________________________________________________
batch_normalization_230 (BatchN (None, 17, 17, 160) 480 conv2d_230[0][0]
__________________________________________________________________________________________________
batch_normalization_235 (BatchN (None, 17, 17, 160) 480 conv2d_235[0][0]
__________________________________________________________________________________________________
activation_230 (Activation) (None, 17, 17, 160) 0 batch_normalization_230[0][0]
__________________________________________________________________________________________________
activation_235 (Activation) (None, 17, 17, 160) 0 batch_normalization_235[0][0]
__________________________________________________________________________________________________
conv2d_231 (Conv2D) (None, 17, 17, 160) 179200 activation_230[0][0]
__________________________________________________________________________________________________
conv2d_236 (Conv2D) (None, 17, 17, 160) 179200 activation_235[0][0]
__________________________________________________________________________________________________
batch_normalization_231 (BatchN (None, 17, 17, 160) 480 conv2d_231[0][0]
__________________________________________________________________________________________________
batch_normalization_236 (BatchN (None, 17, 17, 160) 480 conv2d_236[0][0]
__________________________________________________________________________________________________
activation_231 (Activation) (None, 17, 17, 160) 0 batch_normalization_231[0][0]
__________________________________________________________________________________________________
activation_236 (Activation) (None, 17, 17, 160) 0 batch_normalization_236[0][0]
__________________________________________________________________________________________________
average_pooling2d_23 (AveragePo (None, 17, 17, 768) 0 mixed4[0][0]
__________________________________________________________________________________________________
conv2d_229 (Conv2D) (None, 17, 17, 192) 147456 mixed4[0][0]
__________________________________________________________________________________________________
conv2d_232 (Conv2D) (None, 17, 17, 192) 215040 activation_231[0][0]
__________________________________________________________________________________________________
conv2d_237 (Conv2D) (None, 17, 17, 192) 215040 activation_236[0][0]
__________________________________________________________________________________________________
conv2d_238 (Conv2D) (None, 17, 17, 192) 147456 average_pooling2d_23[0][0]
__________________________________________________________________________________________________
batch_normalization_229 (BatchN (None, 17, 17, 192) 576 conv2d_229[0][0]
__________________________________________________________________________________________________
batch_normalization_232 (BatchN (None, 17, 17, 192) 576 conv2d_232[0][0]
__________________________________________________________________________________________________
batch_normalization_237 (BatchN (None, 17, 17, 192) 576 conv2d_237[0][0]
__________________________________________________________________________________________________
batch_normalization_238 (BatchN (None, 17, 17, 192) 576 conv2d_238[0][0]
__________________________________________________________________________________________________
activation_229 (Activation) (None, 17, 17, 192) 0 batch_normalization_229[0][0]
__________________________________________________________________________________________________
activation_232 (Activation) (None, 17, 17, 192) 0 batch_normalization_232[0][0]
__________________________________________________________________________________________________
activation_237 (Activation) (None, 17, 17, 192) 0 batch_normalization_237[0][0]
__________________________________________________________________________________________________
activation_238 (Activation) (None, 17, 17, 192) 0 batch_normalization_238[0][0]
__________________________________________________________________________________________________
mixed5 (Concatenate) (None, 17, 17, 768) 0 activation_229[0][0]
activation_232[0][0]
activation_237[0][0]
activation_238[0][0]
__________________________________________________________________________________________________
conv2d_243 (Conv2D) (None, 17, 17, 160) 122880 mixed5[0][0]
__________________________________________________________________________________________________
batch_normalization_243 (BatchN (None, 17, 17, 160) 480 conv2d_243[0][0]
__________________________________________________________________________________________________
activation_243 (Activation) (None, 17, 17, 160) 0 batch_normalization_243[0][0]
__________________________________________________________________________________________________
conv2d_244 (Conv2D) (None, 17, 17, 160) 179200 activation_243[0][0]
__________________________________________________________________________________________________
batch_normalization_244 (BatchN (None, 17, 17, 160) 480 conv2d_244[0][0]
__________________________________________________________________________________________________
activation_244 (Activation) (None, 17, 17, 160) 0 batch_normalization_244[0][0]
__________________________________________________________________________________________________
conv2d_240 (Conv2D) (None, 17, 17, 160) 122880 mixed5[0][0]
__________________________________________________________________________________________________
conv2d_245 (Conv2D) (None, 17, 17, 160) 179200 activation_244[0][0]
__________________________________________________________________________________________________
batch_normalization_240 (BatchN (None, 17, 17, 160) 480 conv2d_240[0][0]
__________________________________________________________________________________________________
batch_normalization_245 (BatchN (None, 17, 17, 160) 480 conv2d_245[0][0]
__________________________________________________________________________________________________
activation_240 (Activation) (None, 17, 17, 160) 0 batch_normalization_240[0][0]
__________________________________________________________________________________________________
activation_245 (Activation) (None, 17, 17, 160) 0 batch_normalization_245[0][0]
__________________________________________________________________________________________________
conv2d_241 (Conv2D) (None, 17, 17, 160) 179200 activation_240[0][0]
__________________________________________________________________________________________________
conv2d_246 (Conv2D) (None, 17, 17, 160) 179200 activation_245[0][0]
__________________________________________________________________________________________________
batch_normalization_241 (BatchN (None, 17, 17, 160) 480 conv2d_241[0][0]
__________________________________________________________________________________________________
batch_normalization_246 (BatchN (None, 17, 17, 160) 480 conv2d_246[0][0]
__________________________________________________________________________________________________
activation_241 (Activation) (None, 17, 17, 160) 0 batch_normalization_241[0][0]
__________________________________________________________________________________________________
activation_246 (Activation) (None, 17, 17, 160) 0 batch_normalization_246[0][0]
__________________________________________________________________________________________________
average_pooling2d_24 (AveragePo (None, 17, 17, 768) 0 mixed5[0][0]
__________________________________________________________________________________________________
conv2d_239 (Conv2D) (None, 17, 17, 192) 147456 mixed5[0][0]
__________________________________________________________________________________________________
conv2d_242 (Conv2D) (None, 17, 17, 192) 215040 activation_241[0][0]
__________________________________________________________________________________________________
conv2d_247 (Conv2D) (None, 17, 17, 192) 215040 activation_246[0][0]
__________________________________________________________________________________________________
conv2d_248 (Conv2D) (None, 17, 17, 192) 147456 average_pooling2d_24[0][0]
__________________________________________________________________________________________________
batch_normalization_239 (BatchN (None, 17, 17, 192) 576 conv2d_239[0][0]
__________________________________________________________________________________________________
batch_normalization_242 (BatchN (None, 17, 17, 192) 576 conv2d_242[0][0]
__________________________________________________________________________________________________
batch_normalization_247 (BatchN (None, 17, 17, 192) 576 conv2d_247[0][0]
__________________________________________________________________________________________________
batch_normalization_248 (BatchN (None, 17, 17, 192) 576 conv2d_248[0][0]
__________________________________________________________________________________________________
activation_239 (Activation) (None, 17, 17, 192) 0 batch_normalization_239[0][0]
__________________________________________________________________________________________________
activation_242 (Activation) (None, 17, 17, 192) 0 batch_normalization_242[0][0]
__________________________________________________________________________________________________
activation_247 (Activation) (None, 17, 17, 192) 0 batch_normalization_247[0][0]
__________________________________________________________________________________________________
activation_248 (Activation) (None, 17, 17, 192) 0 batch_normalization_248[0][0]
__________________________________________________________________________________________________
mixed6 (Concatenate) (None, 17, 17, 768) 0 activation_239[0][0]
activation_242[0][0]
activation_247[0][0]
activation_248[0][0]
__________________________________________________________________________________________________
conv2d_253 (Conv2D) (None, 17, 17, 192) 147456 mixed6[0][0]
__________________________________________________________________________________________________
batch_normalization_253 (BatchN (None, 17, 17, 192) 576 conv2d_253[0][0]
__________________________________________________________________________________________________
activation_253 (Activation) (None, 17, 17, 192) 0 batch_normalization_253[0][0]
__________________________________________________________________________________________________
conv2d_254 (Conv2D) (None, 17, 17, 192) 258048 activation_253[0][0]
__________________________________________________________________________________________________
batch_normalization_254 (BatchN (None, 17, 17, 192) 576 conv2d_254[0][0]
__________________________________________________________________________________________________
activation_254 (Activation) (None, 17, 17, 192) 0 batch_normalization_254[0][0]
__________________________________________________________________________________________________
conv2d_250 (Conv2D) (None, 17, 17, 192) 147456 mixed6[0][0]
__________________________________________________________________________________________________
conv2d_255 (Conv2D) (None, 17, 17, 192) 258048 activation_254[0][0]
__________________________________________________________________________________________________
batch_normalization_250 (BatchN (None, 17, 17, 192) 576 conv2d_250[0][0]
__________________________________________________________________________________________________
batch_normalization_255 (BatchN (None, 17, 17, 192) 576 conv2d_255[0][0]
__________________________________________________________________________________________________
activation_250 (Activation) (None, 17, 17, 192) 0 batch_normalization_250[0][0]
__________________________________________________________________________________________________
activation_255 (Activation) (None, 17, 17, 192) 0 batch_normalization_255[0][0]
__________________________________________________________________________________________________
conv2d_251 (Conv2D) (None, 17, 17, 192) 258048 activation_250[0][0]
__________________________________________________________________________________________________
conv2d_256 (Conv2D) (None, 17, 17, 192) 258048 activation_255[0][0]
__________________________________________________________________________________________________
batch_normalization_251 (BatchN (None, 17, 17, 192) 576 conv2d_251[0][0]
__________________________________________________________________________________________________
batch_normalization_256 (BatchN (None, 17, 17, 192) 576 conv2d_256[0][0]
__________________________________________________________________________________________________
activation_251 (Activation) (None, 17, 17, 192) 0 batch_normalization_251[0][0]
__________________________________________________________________________________________________
activation_256 (Activation) (None, 17, 17, 192) 0 batch_normalization_256[0][0]
__________________________________________________________________________________________________
average_pooling2d_25 (AveragePo (None, 17, 17, 768) 0 mixed6[0][0]
__________________________________________________________________________________________________
conv2d_249 (Conv2D) (None, 17, 17, 192) 147456 mixed6[0][0]
__________________________________________________________________________________________________
conv2d_252 (Conv2D) (None, 17, 17, 192) 258048 activation_251[0][0]
__________________________________________________________________________________________________
conv2d_257 (Conv2D) (None, 17, 17, 192) 258048 activation_256[0][0]
__________________________________________________________________________________________________
conv2d_258 (Conv2D) (None, 17, 17, 192) 147456 average_pooling2d_25[0][0]
__________________________________________________________________________________________________
batch_normalization_249 (BatchN (None, 17, 17, 192) 576 conv2d_249[0][0]
__________________________________________________________________________________________________
batch_normalization_252 (BatchN (None, 17, 17, 192) 576 conv2d_252[0][0]
__________________________________________________________________________________________________
batch_normalization_257 (BatchN (None, 17, 17, 192) 576 conv2d_257[0][0]
__________________________________________________________________________________________________
batch_normalization_258 (BatchN (None, 17, 17, 192) 576 conv2d_258[0][0]
__________________________________________________________________________________________________
activation_249 (Activation) (None, 17, 17, 192) 0 batch_normalization_249[0][0]
__________________________________________________________________________________________________
activation_252 (Activation) (None, 17, 17, 192) 0 batch_normalization_252[0][0]
__________________________________________________________________________________________________
activation_257 (Activation) (None, 17, 17, 192) 0 batch_normalization_257[0][0]
__________________________________________________________________________________________________
activation_258 (Activation) (None, 17, 17, 192) 0 batch_normalization_258[0][0]
__________________________________________________________________________________________________
mixed7 (Concatenate) (None, 17, 17, 768) 0 activation_249[0][0]
activation_252[0][0]
activation_257[0][0]
activation_258[0][0]
__________________________________________________________________________________________________
conv2d_261 (Conv2D) (None, 17, 17, 192) 147456 mixed7[0][0]
__________________________________________________________________________________________________
batch_normalization_261 (BatchN (None, 17, 17, 192) 576 conv2d_261[0][0]
__________________________________________________________________________________________________
activation_261 (Activation) (None, 17, 17, 192) 0 batch_normalization_261[0][0]
__________________________________________________________________________________________________
conv2d_262 (Conv2D) (None, 17, 17, 192) 258048 activation_261[0][0]
__________________________________________________________________________________________________
batch_normalization_262 (BatchN (None, 17, 17, 192) 576 conv2d_262[0][0]
__________________________________________________________________________________________________
activation_262 (Activation) (None, 17, 17, 192) 0 batch_normalization_262[0][0]
__________________________________________________________________________________________________
conv2d_259 (Conv2D) (None, 17, 17, 192) 147456 mixed7[0][0]
__________________________________________________________________________________________________
conv2d_263 (Conv2D) (None, 17, 17, 192) 258048 activation_262[0][0]
__________________________________________________________________________________________________
batch_normalization_259 (BatchN (None, 17, 17, 192) 576 conv2d_259[0][0]
__________________________________________________________________________________________________
batch_normalization_263 (BatchN (None, 17, 17, 192) 576 conv2d_263[0][0]
__________________________________________________________________________________________________
activation_259 (Activation) (None, 17, 17, 192) 0 batch_normalization_259[0][0]
__________________________________________________________________________________________________
activation_263 (Activation) (None, 17, 17, 192) 0 batch_normalization_263[0][0]
__________________________________________________________________________________________________
conv2d_260 (Conv2D) (None, 8, 8, 320) 552960 activation_259[0][0]
__________________________________________________________________________________________________
conv2d_264 (Conv2D) (None, 8, 8, 192) 331776 activation_263[0][0]
__________________________________________________________________________________________________
batch_normalization_260 (BatchN (None, 8, 8, 320) 960 conv2d_260[0][0]
__________________________________________________________________________________________________
batch_normalization_264 (BatchN (None, 8, 8, 192) 576 conv2d_264[0][0]
__________________________________________________________________________________________________
activation_260 (Activation) (None, 8, 8, 320) 0 batch_normalization_260[0][0]
__________________________________________________________________________________________________
activation_264 (Activation) (None, 8, 8, 192) 0 batch_normalization_264[0][0]
__________________________________________________________________________________________________
max_pooling2d_12 (MaxPooling2D) (None, 8, 8, 768) 0 mixed7[0][0]
__________________________________________________________________________________________________
mixed8 (Concatenate) (None, 8, 8, 1280) 0 activation_260[0][0]
activation_264[0][0]
max_pooling2d_12[0][0]
__________________________________________________________________________________________________
conv2d_269 (Conv2D) (None, 8, 8, 448) 573440 mixed8[0][0]
__________________________________________________________________________________________________
batch_normalization_269 (BatchN (None, 8, 8, 448) 1344 conv2d_269[0][0]
__________________________________________________________________________________________________
activation_269 (Activation) (None, 8, 8, 448) 0 batch_normalization_269[0][0]
__________________________________________________________________________________________________
conv2d_266 (Conv2D) (None, 8, 8, 384) 491520 mixed8[0][0]
__________________________________________________________________________________________________
conv2d_270 (Conv2D) (None, 8, 8, 384) 1548288 activation_269[0][0]
__________________________________________________________________________________________________
batch_normalization_266 (BatchN (None, 8, 8, 384) 1152 conv2d_266[0][0]
__________________________________________________________________________________________________
batch_normalization_270 (BatchN (None, 8, 8, 384) 1152 conv2d_270[0][0]
__________________________________________________________________________________________________
activation_266 (Activation) (None, 8, 8, 384) 0 batch_normalization_266[0][0]
__________________________________________________________________________________________________
activation_270 (Activation) (None, 8, 8, 384) 0 batch_normalization_270[0][0]
__________________________________________________________________________________________________
conv2d_267 (Conv2D) (None, 8, 8, 384) 442368 activation_266[0][0]
__________________________________________________________________________________________________
conv2d_268 (Conv2D) (None, 8, 8, 384) 442368 activation_266[0][0]
__________________________________________________________________________________________________
conv2d_271 (Conv2D) (None, 8, 8, 384) 442368 activation_270[0][0]
__________________________________________________________________________________________________
conv2d_272 (Conv2D) (None, 8, 8, 384) 442368 activation_270[0][0]
__________________________________________________________________________________________________
average_pooling2d_26 (AveragePo (None, 8, 8, 1280) 0 mixed8[0][0]
__________________________________________________________________________________________________
conv2d_265 (Conv2D) (None, 8, 8, 320) 409600 mixed8[0][0]
__________________________________________________________________________________________________
batch_normalization_267 (BatchN (None, 8, 8, 384) 1152 conv2d_267[0][0]
__________________________________________________________________________________________________
batch_normalization_268 (BatchN (None, 8, 8, 384) 1152 conv2d_268[0][0]
__________________________________________________________________________________________________
batch_normalization_271 (BatchN (None, 8, 8, 384) 1152 conv2d_271[0][0]
__________________________________________________________________________________________________
batch_normalization_272 (BatchN (None, 8, 8, 384) 1152 conv2d_272[0][0]
__________________________________________________________________________________________________
conv2d_273 (Conv2D) (None, 8, 8, 192) 245760 average_pooling2d_26[0][0]
__________________________________________________________________________________________________
batch_normalization_265 (BatchN (None, 8, 8, 320) 960 conv2d_265[0][0]
__________________________________________________________________________________________________
activation_267 (Activation) (None, 8, 8, 384) 0 batch_normalization_267[0][0]
__________________________________________________________________________________________________
activation_268 (Activation) (None, 8, 8, 384) 0 batch_normalization_268[0][0]
__________________________________________________________________________________________________
activation_271 (Activation) (None, 8, 8, 384) 0 batch_normalization_271[0][0]
__________________________________________________________________________________________________
activation_272 (Activation) (None, 8, 8, 384) 0 batch_normalization_272[0][0]
__________________________________________________________________________________________________
batch_normalization_273 (BatchN (None, 8, 8, 192) 576 conv2d_273[0][0]
__________________________________________________________________________________________________
activation_265 (Activation) (None, 8, 8, 320) 0 batch_normalization_265[0][0]
__________________________________________________________________________________________________
mixed9_0 (Concatenate) (None, 8, 8, 768) 0 activation_267[0][0]
activation_268[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate) (None, 8, 8, 768) 0 activation_271[0][0]
activation_272[0][0]
__________________________________________________________________________________________________
activation_273 (Activation) (None, 8, 8, 192) 0 batch_normalization_273[0][0]
__________________________________________________________________________________________________
mixed9 (Concatenate) (None, 8, 8, 2048) 0 activation_265[0][0]
mixed9_0[0][0]
concatenate_5[0][0]
activation_273[0][0]
__________________________________________________________________________________________________
conv2d_278 (Conv2D) (None, 8, 8, 448) 917504 mixed9[0][0]
__________________________________________________________________________________________________
batch_normalization_278 (BatchN (None, 8, 8, 448) 1344 conv2d_278[0][0]
__________________________________________________________________________________________________
activation_278 (Activation) (None, 8, 8, 448) 0 batch_normalization_278[0][0]
__________________________________________________________________________________________________
conv2d_275 (Conv2D) (None, 8, 8, 384) 786432 mixed9[0][0]
__________________________________________________________________________________________________
conv2d_279 (Conv2D) (None, 8, 8, 384) 1548288 activation_278[0][0]
__________________________________________________________________________________________________
batch_normalization_275 (BatchN (None, 8, 8, 384) 1152 conv2d_275[0][0]
__________________________________________________________________________________________________
batch_normalization_279 (BatchN (None, 8, 8, 384) 1152 conv2d_279[0][0]
__________________________________________________________________________________________________
activation_275 (Activation) (None, 8, 8, 384) 0 batch_normalization_275[0][0]
__________________________________________________________________________________________________
activation_279 (Activation) (None, 8, 8, 384) 0 batch_normalization_279[0][0]
__________________________________________________________________________________________________
conv2d_276 (Conv2D) (None, 8, 8, 384) 442368 activation_275[0][0]
__________________________________________________________________________________________________
conv2d_277 (Conv2D) (None, 8, 8, 384) 442368 activation_275[0][0]
__________________________________________________________________________________________________
conv2d_280 (Conv2D) (None, 8, 8, 384) 442368 activation_279[0][0]
__________________________________________________________________________________________________
conv2d_281 (Conv2D) (None, 8, 8, 384) 442368 activation_279[0][0]
__________________________________________________________________________________________________
average_pooling2d_27 (AveragePo (None, 8, 8, 2048) 0 mixed9[0][0]
__________________________________________________________________________________________________
conv2d_274 (Conv2D) (None, 8, 8, 320) 655360 mixed9[0][0]
__________________________________________________________________________________________________
batch_normalization_276 (BatchN (None, 8, 8, 384) 1152 conv2d_276[0][0]
__________________________________________________________________________________________________
batch_normalization_277 (BatchN (None, 8, 8, 384) 1152 conv2d_277[0][0]
__________________________________________________________________________________________________
batch_normalization_280 (BatchN (None, 8, 8, 384) 1152 conv2d_280[0][0]
__________________________________________________________________________________________________
batch_normalization_281 (BatchN (None, 8, 8, 384) 1152 conv2d_281[0][0]
__________________________________________________________________________________________________
conv2d_282 (Conv2D) (None, 8, 8, 192) 393216 average_pooling2d_27[0][0]
__________________________________________________________________________________________________
batch_normalization_274 (BatchN (None, 8, 8, 320) 960 conv2d_274[0][0]
__________________________________________________________________________________________________
activation_276 (Activation) (None, 8, 8, 384) 0 batch_normalization_276[0][0]
__________________________________________________________________________________________________
activation_277 (Activation) (None, 8, 8, 384) 0 batch_normalization_277[0][0]
__________________________________________________________________________________________________
activation_280 (Activation) (None, 8, 8, 384) 0 batch_normalization_280[0][0]
__________________________________________________________________________________________________
activation_281 (Activation) (None, 8, 8, 384) 0 batch_normalization_281[0][0]
__________________________________________________________________________________________________
batch_normalization_282 (BatchN (None, 8, 8, 192) 576 conv2d_282[0][0]
__________________________________________________________________________________________________
activation_274 (Activation) (None, 8, 8, 320) 0 batch_normalization_274[0][0]
__________________________________________________________________________________________________
mixed9_1 (Concatenate) (None, 8, 8, 768) 0 activation_276[0][0]
activation_277[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate) (None, 8, 8, 768) 0 activation_280[0][0]
activation_281[0][0]
__________________________________________________________________________________________________
activation_282 (Activation) (None, 8, 8, 192) 0 batch_normalization_282[0][0]
__________________________________________________________________________________________________
mixed10 (Concatenate) (None, 8, 8, 2048) 0 activation_274[0][0]
mixed9_1[0][0]
concatenate_6[0][0]
activation_282[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_3 (Glo (None, 2048) 0 mixed10[0][0]
__________________________________________________________________________________________________
dropout_3 (Dropout) (None, 2048) 0 global_average_pooling2d_3[0][0]
__________________________________________________________________________________________________
dense_3 (Dense) (None, 1) 2049 dropout_3[0][0]
==================================================================================================
Total params: 21,804,833
Trainable params: 2,049
Non-trainable params: 21,802,784
__________________________________________________________________________________________________